{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.status.idle": "2024-11-21T00:32:15.792510Z",
     "shell.execute_reply": "2024-11-21T00:32:15.791605Z",
     "shell.execute_reply.started": "2024-11-21T00:32:01.347614Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.1.0\n",
      "1.19.2\n",
      "0.8.1\n",
      "3.2.2\n",
      "1.8.13.post1\n",
      "1.7.1\n",
      "0.23.2\n",
      "3.6.10 (default, Mar  5 2020, 10:17:47) [MSC v.1900 64 bit (AMD64)]\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import geopandas as gp\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "import shapely\n",
    "import sys\n",
    "\n",
    "import fiona\n",
    "import fiona.crs\n",
    "from shapely.geometry import Point\n",
    "\n",
    "import os\n",
    "os.environ[\"OMP_NUM_THREADS\"] = '1'\n",
    "\n",
    "import sklearn\n",
    "from sklearn.cluster import KMeans, DBSCAN\n",
    "\n",
    "import random\n",
    "random.seed('20190908')\n",
    "\n",
    "print(pd.__version__)\n",
    "print(np.__version__)\n",
    "print(gp.__version__)\n",
    "print(matplotlib.__version__)\n",
    "print(fiona.__version__)\n",
    "print(shapely.__version__)\n",
    "print(sklearn.__version__)\n",
    "print(sys.version)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-21T00:32:15.796187Z",
     "iopub.status.busy": "2024-11-21T00:32:15.796187Z",
     "iopub.status.idle": "2024-11-21T00:32:16.213265Z",
     "shell.execute_reply": "2024-11-21T00:32:16.212495Z",
     "shell.execute_reply.started": "2024-11-21T00:32:15.796187Z"
    }
   },
   "outputs": [],
   "source": [
    "# https://open.africa/dataset/kenya-counties-shapefile\n",
    "counties = gp.read_file('gis/kenya_counties/County.shp')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-21T00:32:16.224971Z",
     "iopub.status.busy": "2024-11-21T00:32:16.224971Z",
     "iopub.status.idle": "2024-11-21T00:32:16.497669Z",
     "shell.execute_reply": "2024-11-21T00:32:16.495649Z",
     "shell.execute_reply.started": "2024-11-21T00:32:16.224971Z"
    }
   },
   "outputs": [],
   "source": [
    "# Data on the location of AB clusters and their facebook audience sizes\n",
    "ab = pd.read_csv(\"data sets/afrobarometer_cluster_sizes.csv\", low_memory=False)\n",
    "#ab = pd.read_csv(\"C:/Users/khof3/dropbox/facebook_replication/kenya replication/data sets/afrobarometer_cluster_sizes.csv\", low_memory=False)\n",
    "\n",
    "# Clean column names\n",
    "ab.columns = [i.replace(\"(\",\"\").replace(\")\", \"\").replace(\", \", \"_\") for i in ab.columns]\n",
    "\n",
    "# Remove zero lat/lon\n",
    "ab = ab[(ab.latitude!=0) & (ab.longitude!=0)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-21T00:32:16.497669Z",
     "iopub.status.busy": "2024-11-21T00:32:16.497669Z",
     "iopub.status.idle": "2024-11-21T00:32:16.541425Z",
     "shell.execute_reply": "2024-11-21T00:32:16.541425Z",
     "shell.execute_reply.started": "2024-11-21T00:32:16.497669Z"
    }
   },
   "outputs": [],
   "source": [
    "# Collapse  - Create one observation per cluster with median audience size\n",
    "ab = ab[['latitude', 'longitude', 'geoname_id',\n",
    "    'mau_audience_all', 'mau_audience_female', 'mau_audience_male', \n",
    "    'dau_audience_all','dau_audience_female', 'dau_audience_male']].groupby(['latitude', 'longitude', 'geoname_id']).median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-21T00:32:16.549440Z",
     "iopub.status.busy": "2024-11-21T00:32:16.549440Z",
     "iopub.status.idle": "2024-11-21T00:32:16.574380Z",
     "shell.execute_reply": "2024-11-21T00:32:16.571061Z",
     "shell.execute_reply.started": "2024-11-21T00:32:16.549440Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(227, 6)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# How many clusters?\n",
    "ab.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Unique afrobarometer clusters: 227\n",
    "\n",
    "Criteria for dropping | N\n",
    "---|---\n",
    "NO daily active users | 20\n",
    "NO daily active users for either male or female | 35\n",
    "<1000 monthly active users | 45\n",
    "<1000 monthly active users for either male or female | 63"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-21T00:32:16.574380Z",
     "iopub.status.busy": "2024-11-21T00:32:16.574380Z",
     "iopub.status.idle": "2024-11-21T00:32:16.617222Z",
     "shell.execute_reply": "2024-11-21T00:32:16.615764Z",
     "shell.execute_reply.started": "2024-11-21T00:32:16.574380Z"
    }
   },
   "outputs": [],
   "source": [
    "# Downsize - Keep only clusters where male, female, all DAU is nonzero and with more than 1000 MAU\n",
    "ab['keep'] = (((ab.mau_audience_all>1000) & \n",
    "         (ab.mau_audience_female>1000) & \n",
    "         (ab.mau_audience_male>1000) &\n",
    "         (ab.dau_audience_all>0) & \n",
    "         (ab.dau_audience_female>0) & \n",
    "         (ab.dau_audience_male>0)))\n",
    "\n",
    "ab.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-21T00:32:16.617222Z",
     "iopub.status.busy": "2024-11-21T00:32:16.617222Z",
     "iopub.status.idle": "2024-11-21T00:32:16.750376Z",
     "shell.execute_reply": "2024-11-21T00:32:16.750376Z",
     "shell.execute_reply.started": "2024-11-21T00:32:16.617222Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\khof3\\.conda\\envs\\py36\\lib\\site-packages\\pyproj\\crs\\crs.py:53: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  return _prepare_from_string(\" \".join(pjargs))\n"
     ]
    }
   ],
   "source": [
    "# Convert to geodataframe and cast into equal-area projection\n",
    "geometry = gp.GeoSeries(Point(xy) for xy in zip(ab.longitude, ab.latitude))\n",
    "ab   = gp.GeoDataFrame(ab, crs=None, geometry=geometry)\n",
    "ab.crs =  fiona.crs.from_epsg(4326)\n",
    "ab = ab.to_crs({'proj':'cea'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-21T00:32:16.750376Z",
     "iopub.status.busy": "2024-11-21T00:32:16.750376Z",
     "iopub.status.idle": "2024-11-21T00:32:16.798953Z",
     "shell.execute_reply": "2024-11-21T00:32:16.797997Z",
     "shell.execute_reply.started": "2024-11-21T00:32:16.750376Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(164, 12)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create dataframe representing dropped and kept\n",
    "ab_drop = ab[ab.keep==0].reset_index()\n",
    "ab = ab[ab.keep==1].reset_index()\n",
    "ab.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Kmeans clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-21T00:32:16.798953Z",
     "iopub.status.busy": "2024-11-21T00:32:16.798953Z",
     "iopub.status.idle": "2024-11-21T00:32:17.125478Z",
     "shell.execute_reply": "2024-11-21T00:32:17.123347Z",
     "shell.execute_reply.started": "2024-11-21T00:32:16.798953Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\khof3\\.conda\\envs\\py36\\lib\\site-packages\\pyproj\\crs\\crs.py:53: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  return _prepare_from_string(\" \".join(pjargs))\n"
     ]
    }
   ],
   "source": [
    "# Fit kmeans algorithm\n",
    "X = np.array(ab[['longitude','latitude']])\n",
    "km =  KMeans(n_clusters=25, init='k-means++', n_init=10, random_state=9082019) # Play around until clusters don't overlap\n",
    "ab['kmeans'] = km.fit_predict(X)\n",
    "\n",
    "# Get MSE of current fit\n",
    "km.inertia_\n",
    "\n",
    "# Get cluster centroids\n",
    "centroids = pd.DataFrame(km.cluster_centers_, columns=['centroid_x', 'centroid_y'])\n",
    "\n",
    "# Convert to geodataframe and cast into equal-area projection\n",
    "geometry = gp.GeoSeries(Point(xy) for xy in zip(centroids.centroid_x, centroids.centroid_y))\n",
    "centroids   = gp.GeoDataFrame(centroids, crs=None, geometry=geometry)\n",
    "centroids.crs =  fiona.crs.from_epsg(4326)\n",
    "centroids = centroids.to_crs({'proj':'cea'})\n",
    "\n",
    "# Add geometry columns for the main centroid and the buffer \n",
    "centroids['kmeans'] = centroids.index.copy()\n",
    "centroids['kmeans_buffer'] = centroids.geometry.apply(lambda x: x.buffer(20*1000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-21T00:32:17.125478Z",
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     "iopub.status.idle": "2024-11-21T00:32:18.627712Z",
     "shell.execute_reply": "2024-11-21T00:32:18.575272Z",
     "shell.execute_reply.started": "2024-11-21T00:32:17.125478Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3730549.634570622, 4709480.099678078, -575332.118540549, 655565.1451043364)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = ab.plot('kmeans', cmap='gist_rainbow', figsize=[15,15], alpha=.75, markersize=20, label=\"Included clusters\")\n",
    "ab_drop.plot(color='black', marker=\".\", ax=ax, markersize=10, alpha=0.75, label = \"Dropped clusters\")\n",
    "\n",
    "centroids.plot('kmeans',cmap='gist_rainbow', marker=\"o\", ax=ax, markersize=100, alpha=0.9, edgecolor='black')\n",
    "gp.GeoDataFrame(centroids, geometry='kmeans_buffer').plot(ax=ax, alpha=0.5, edgecolor='black', color='None')\n",
    "counties.to_crs({'proj':'cea'}).plot(ax=ax, color='None', edgecolor='black', alpha=0.1)\n",
    "ax.axis(\"Off\")\n",
    "\n",
    "#plt.savefig('../figures/ab_clusters_with_radius.png', dpi=100, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exact replication of plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above figure does not exactly match Figure S4 in the paper. While we set the random seed for the kmeans algorithm in our script, and this appears to work for sequential runs of the algorithm, we believe that this does not ensure replicability across different versions of the SciKit-Learn package, and were not able to determine the version of SciKit-Learn used to generate the original clustering and figure. Nevertheless, the results of this clustering were saved for use in targeting the Facebook ads, so we are able to reproduce this figure below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-21T00:32:18.627712Z",
     "iopub.status.busy": "2024-11-21T00:32:18.627712Z",
     "iopub.status.idle": "2024-11-21T00:32:18.756075Z",
     "shell.execute_reply": "2024-11-21T00:32:18.756075Z",
     "shell.execute_reply.started": "2024-11-21T00:32:18.627712Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\khof3\\.conda\\envs\\py36\\lib\\site-packages\\pyproj\\crs\\crs.py:53: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  return _prepare_from_string(\" \".join(pjargs))\n"
     ]
    }
   ],
   "source": [
    "# Get cluster centroids\n",
    "centroids = pd.read_csv(\"data sets/afrobarometer_kmeans_targets.csv\",\n",
    "                usecols=['centroid_x_joint', 'centroid_y_joint', 'kmeans_joint'])\n",
    "\n",
    "#centroids = pd.read_csv(\"C:/Users/khof3/dropbox/facebook_replication/kenya replication/data sets/afrobarometer_kmeans_targets.csv\",\n",
    "#                usecols=['centroid_x_joint', 'centroid_y_joint', 'kmeans_joint'])\n",
    "\n",
    "\n",
    "\n",
    "centroids.columns = [i.replace(\"_joint\", \"\") for i in centroids.columns]\n",
    "\n",
    "\n",
    "# Convert to geodataframe and cast into equal-area projection\n",
    "geometry = gp.GeoSeries(Point(xy) for xy in zip(centroids.centroid_x, centroids.centroid_y))\n",
    "centroids   = gp.GeoDataFrame(centroids, crs=None, geometry=geometry)\n",
    "centroids.crs =  fiona.crs.from_epsg(4326)\n",
    "centroids = centroids.to_crs({'proj':'cea'})\n",
    "\n",
    "# Add geometry columns for the main centroid and the buffer \n",
    "#centroids['kmeans'] = centroids.index.copy()\n",
    "centroids['kmeans_buffer'] = centroids.geometry.apply(lambda x: x.buffer(20*1000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-21T00:32:18.761848Z",
     "iopub.status.busy": "2024-11-21T00:32:18.760312Z",
     "iopub.status.idle": "2024-11-21T00:32:18.856119Z",
     "shell.execute_reply": "2024-11-21T00:32:18.855247Z",
     "shell.execute_reply.started": "2024-11-21T00:32:18.760312Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\khof3\\.conda\\envs\\py36\\lib\\site-packages\\pyproj\\crs\\crs.py:53: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  return _prepare_from_string(\" \".join(pjargs))\n"
     ]
    }
   ],
   "source": [
    "ab = pd.read_csv(\"data sets/afrobarometer_kmeans_targets.csv\",\n",
    "                usecols=['latitude', 'longitude', 'kmeans_joint'])\n",
    "\n",
    "\n",
    "ab.columns = [i.replace(\"_joint\", \"\") for i in ab.columns]\n",
    "\n",
    "\n",
    "geometry = gp.GeoSeries(Point(xy) for xy in zip(ab.longitude, ab.latitude))\n",
    "ab   = gp.GeoDataFrame(ab, crs=None, geometry=geometry)\n",
    "ab.crs =  fiona.crs.from_epsg(4326)\n",
    "ab = ab.to_crs({'proj':'cea'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-21T00:32:18.859624Z",
     "iopub.status.busy": "2024-11-21T00:32:18.859624Z",
     "iopub.status.idle": "2024-11-21T00:32:20.904043Z",
     "shell.execute_reply": "2024-11-21T00:32:20.904043Z",
     "shell.execute_reply.started": "2024-11-21T00:32:18.859624Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = ab.plot('kmeans', cmap='gist_rainbow', figsize=[15,15], alpha=.75, markersize=20, label=\"Included clusters\")\n",
    "ab_drop.plot(color='black', marker=\".\", ax=ax, markersize=10, alpha=0.75, label = \"Dropped clusters\")\n",
    "\n",
    "centroids.plot('kmeans',cmap='gist_rainbow', marker=\"o\", ax=ax, markersize=100, alpha=0.9, edgecolor='black')\n",
    "gp.GeoDataFrame(centroids, geometry='kmeans_buffer').plot(ax=ax, alpha=0.5, edgecolor='black', color='None')\n",
    "counties.to_crs({'proj':'cea'}).plot(ax=ax, color='None', edgecolor='black', alpha=0.1)\n",
    "ax.axis(\"Off\")\n",
    "\n",
    "plt.savefig('../figures/ab_clusters_with_radius.png', dpi=100, bbox_inches='tight')"
   ]
  }
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